On the use of prosody in automatic dialogue understanding

Autor: Elmar Nöth, M. Nutt, Heinrich Niemann, Florian Gallwitz, Richard Huber, Anton Batliner, Jürgen Haas, Volker Warnke, Jan Buckow, Manuela Boros
Jazyk: angličtina
Rok vydání: 2019
Předmět:
Popis: In this paper, we show how prosodic information can be used in automatic dialogue systems and give some examples of promising new approaches. Most of these examples are taken from our own work in the V erbmobil speech-to-speech translation system and in the EVAR train timetable dialogue system. In a `prosodic orbit', we first present units, phenomena, annotations and statistical methods from the signal (acoustics) to the dialogue understanding phase. We show then, how prosody can be used together with other knowledge sources for the task of resegmentation if a first segmentation turns out to be wrong, and how an integrated approach leads to better results than a sequential use of the different knowledge sources; then we present a hybrid approach which is used to perform a shallow parsing and which uses prosody to guide the parsing; finally, we show how a critical system evaluation can help to improve the overall performance of automatic dialogue systems.
Databáze: OpenAIRE